{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true,
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "1.判断\n",
    "4V:<br>\n",
    "1.Volume: Iot<br>\n",
    "2.Variety:Sources.(Structured, Semi-structured, unstructured data)<br>\n",
    "3.Velocity (very quick)<br>\n",
    "4.Veracity (credible & reliable data)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "source": [
    "2.数据准备\n",
    "\n",
    "1）Incompleteness missing data (\"\",-,N/A,NA)\n",
    "2）Invalid data (1900/1/1)\n",
    "3）Inaccuracy (I don't know which one I like)\n",
    "4）Inconsistency (1900/1/1, 20)\n",
    "5）Duplication error\n",
    "6）Non-uniformity error(format)\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "3.Data Wrangling（Structured data& unstructured data）\n",
    "\n",
    "3.1.结构化信息\n",
    "\n",
    "【1】： Transformation\n",
    "\n",
    "3.1.1) Extraction\n",
    "3.1.2) Aggregation\n",
    "3.1.3) Filter(NA,Invalid)\n",
    "3.1.4) Selection\n",
    "3.1.5) Conversion\n",
    "\n",
    "【2】：Outliers\n",
    "3.2.1) Standard Deviation (3个)\n",
    "3.2.2) IQR(Inter-quartile Range)(1/4- 3/4)\n",
    "\n",
    "\n",
    "3.2.3) Trimming(data truncation)\n",
    "3.2.4) Winsorization(replace extreme value and outliers with max&min value)\n",
    "\n",
    "【3】：Scaling\n",
    "3.3.1) Normalization(对outliers敏感，即使不知道服从什么分布也可以使用) $X_i = \\frac{X_{i}- X_{min}}{X_{max}-X_{min}}$\n",
    "3.3.2) Standardization(对outliers不太敏感,normally distributed) $$X_i = \\frac{X_{i}-\\mu}{\\sigma}$$\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "3.2.非结构化信息：\n",
    "NLP\n",
    "\n",
    "1 text cleansing\n",
    "1）html tag去掉(<h1></h1>, <p></p>) obj.text\n",
    "2）无意义标点punctuation去除。（因为绝大多数情况下，标点对语义分析无显著提升）\n",
    "（*特殊情况，有些符号可以通过变换（加批注的方式）保留）\n",
    "¥->（/RMB/） %->(/percentage)\n",
    "3）一般来说，无意义的数字直接去除（如果你觉得很关键/number/）\n",
    "（今日开盘暴涨至8888点。\n",
    "今日开盘暴跌至8888点。）\n",
    "4）空格直接去除\n",
    "\n",
    ".......\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "4.数据探索（Data Exploration）\n",
    "\n",
    "4.1 结构化数据\n",
    "4.1.1 EDA(Exploratory Data Analysis)\n",
    "探索性可视化处理（histo,bar chart, box plot,density,scatter plot, line）\n",
    "\n",
    "4.1.2 特征选取（降纬） 解决overfitting\n",
    "\n",
    "4.1.2.1 选择【你认为】好的特征\n",
    "4.1.2.2 PCA\n",
    "\n",
    "4.1.3 特征工程（增加纬度）解决underfitting\n",
    "\n",
    "y = ax1 +bx2 +cx3 + .... + z\n",
    "\n",
    "(0 为高中或者以下学历\n",
    " 1 为大学本科\n",
    " 2 为研究生\n",
    " 3 为博士及以上)\n",
    "\n",
    "y = ax1 +bx2 +cx3 + .... + z\n",
    "\n",
    "(x1 是否为高中或者以下学历（1，0）\n",
    " x2 是否为大学本科（1，0）\n",
    " x3 是否为研究生（1，0）\n",
    " x4 是否为博士及以上（1，0）)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "4.2 非结构化数据（NLP）\n",
    "\n",
    "4.2.1 EDA(Exploratory Data Analysis)\n",
    "用的比较多的方法为：wordcloud\n",
    "\n",
    "4.2.2 特征选取（降纬） 解决overfitting\n",
    "\n",
    "\n",
    "\n",
    "4.2.2.1 TF(Term Frequency)\n",
    "\n",
    "TF(Collection level) = Total Word Count / Total number of words in collection\n",
    "23456/234567 ->单词在全研究对象里的频率\n",
    "\n",
    "High TF： stop word\n",
    "Low TF: 专有名词\n",
    "\n",
    "TF(Sentence level) = Word Count in Sentence / Total of words in sentence\n",
    "2/20 ->单词在一个句子的频率\n",
    "\n",
    "IDF（Inverse Document Frequency）\n",
    "\n",
    "TF（Sentence level）-IDF（Inverse Document Frequency）\n",
    "\n",
    "1/100000000->100000000, lg100000000\n",
    "\n",
    "4.2.2.2 Chi-square Test\n",
    "\n",
    "4.2.2.3 Mutual Information\n",
    "\n",
    "P(AB) = P(A)*P(B)\n",
    "\n",
    "MI: $$MI = log \\frac{P(t,Ci)}{P(t)P(Ci)}$$\n",
    "\n",
    "MI 0 独立\n",
    "\n",
    "MI 1 关联性强\n",
    "\n",
    "\n",
    "4.2.3 特征工程（增加纬度）解决underfitting\n",
    "\n",
    "4.2.3.1 number /number/ /percent/\n",
    "4.2.3.2 N-gram(增加了特征) A B C\n",
    "\n",
    "BOW（Bag of Words）\n",
    "我 吃 包子\n",
    "包子 吃 我\n",
    "\n",
    "4.2.3.3 Name Entity Recognition (Money,Time,Org)\n",
    "乐学偶得\n",
    "\n",
    "4.2.3.4 Parts of Speech(POS) 词性标注\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "5.Model Training\n",
    "\n",
    "5.1 Steps\n",
    "5.1.1 监督式学习？非监督式学习？\n",
    "5.1.2 Data Type & Data Size\n",
    "5.1.3 Hyper-parameters\n",
    "\n",
    "5.2 Problems\n",
    "\n",
    "5.2.1 监督式学习不要忘了去做 train and test split\n",
    "5.2.2 Class imbalance\n",
    "Majority class : 有放回抽样 undersampled\n",
    "Minority class : 有放回抽样 oversampled\n",
    "\n",
    "6.Model Training-Performance Evaluation\n",
    "\n",
    "6.1 RMSE -> $$ \\sqrt{ \\sum \\frac{(Predicted - Actual)^2}{n} }$$\n",
    "\n",
    "6.2 Confusion Matrix"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": "<IPython.core.display.Image object>"
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "Image(filename='1.bigdata.png')"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": "<IPython.core.display.Image object>"
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "Image(filename='2.bigdata.png')"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "6.3 ROC (AUC)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": "<IPython.core.display.Image object>"
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "Image(filename='3.bigdata.png')"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  }
 ],
 "metadata": {
  "kernelspec": {
   "name": "pycharm-9607c1d0",
   "language": "python",
   "display_name": "PyCharm (sklearn)"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}